Antenna Season Report Notebook

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))

# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder

# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "30"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"

display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 30 Report

import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna

# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 104 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 100 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect

# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs

this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])]) 

Table 1: Per-Night RTP Summary Info For This Atenna

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 30, Node 1:

JDs	A Priori Status	Auto Metrics Flags	Dead Fraction in Ant Metrics (Jee)	Dead Fraction in Ant Metrics (Jnn)	Crossed Fraction in Ant Metrics	Flag Fraction Before Redcal	Flagged By Redcal chi^2 Fraction	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	Average Dead Ant Metric (Jee)	Average Dead Ant Metric (Jnn)	Average Crossed Ant Metric	Median chi^2 Per Antenna (Jee)	Median chi^2 Per Antenna (Jnn)
2459594	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.547267	-0.301645	4.737905	-0.505599	21.596410	-0.925524	1.566445	-0.620678	0.7313	0.7355	0.2377	9.667454	9.591111
2459593	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.518628	-0.075551	3.920951	-1.022041	11.974800	-0.462835	1.996572	-0.155136	0.6618	0.6522	0.2087	6.415896	5.349138
2459592	RF_maintenance	100.00%	100.00%	100.00%	0.00%	-	-	0.193764	-0.909799	-0.505051	-0.881100	0.516549	-0.066000	0.428274	0.031074	0.0326	0.0299	0.0004	nan	nan
2459591	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.758162	-0.377669	-0.212052	-0.791628	41.608447	-1.206831	3.993433	-0.504927	0.5544	0.5647	0.3072	6.866460	5.666072
2459590	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.804495	-0.170929	8.368082	-1.033031	4.536033	-1.587670	7.363020	0.241560	0.5561	0.5637	0.3022	8.242115	6.851696
2459589	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.787112	0.115305	7.370387	-1.073002	2.642845	-0.589071	5.237588	-0.523228	0.6240	0.6146	0.2378	5.637374	4.932918
2459588	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.014377	0.748496	4.437820	-0.841720	20.941441	-1.185403	1.516796	-0.710969	0.7287	0.7060	0.1928	9.285192	7.713875
2459587	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	0.596637	-0.265032	5.829908	-0.943621	6.088104	3.323653	0.830763	-0.299821	nan	nan	nan	15.161734	15.773245
2459586	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.515124	0.704856	0.481937	1.517822	17.230853	4.118410	5.815377	0.053991	0.5616	0.5722	0.2949	4.807793	4.312406
2459585	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	10.509880	8.428461	5.514840	4.879553	5.480151	4.642185	2.569701	1.403603	0.0327	0.0351	0.0018	0.000000	0.000000
2459584	RF_maintenance	100.00%	25.21%	22.21%	0.00%	100.00%	0.00%	2.105221	-0.012924	11.710802	7.341601	20.401426	27.039482	3.309038	-0.688286	0.4863	0.4989	0.2973	6.604664	6.455449
2459583	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.780580	0.114383	7.874704	7.892957	2.361111	0.350732	8.501447	0.381639	0.5328	0.5423	0.3137	4.718344	4.633035
2459582	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	298.236821	299.128876	inf	inf	11472.197751	11537.055286	6059.155598	6063.972936	nan	nan	nan	0.000000	0.000000
2459581	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459580	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.683829	0.430357	6.641022	8.097989	1.276361	0.728180	7.482407	-0.089341	0.5543	0.5632	0.3146	5.906474	5.409352
2459579	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.484257	0.457643	7.842115	9.743374	4.722443	1.219040	2.981243	0.367963	0.5538	0.5614	0.3182	5.931763	5.167692
2459578	RF_maintenance	100.00%	100.00%	100.00%	0.00%	-	-	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	nan	nan
2459577	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.494359	0.425007	5.948882	7.374060	24.293307	1.681308	7.546321	0.171455	0.5554	0.5648	0.3150	3.966127	3.615437
2459576	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.270910	0.647923	1.968980	6.007963	2.627251	2.055479	11.129035	1.164681	0.0664	0.0787	0.0100	1.199207	1.195791
2459575	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459574	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.130293	0.446274	1.834000	5.701115	2.409232	2.012916	5.300409	1.020745	0.0880	0.1062	0.0204	1.252188	1.251172
2459573	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459572	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.250062	0.274770	1.824732	5.800305	5.959751	0.246062	4.534700	1.081445	0.0572	0.0653	0.0059	1.136601	1.135176
2459571	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	-1.152699	-0.606557	-0.397096	0.318306	-0.102679	-0.807187	-0.941191	-0.712002	0.0361	0.0320	0.0017	nan	nan
2459570	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459569	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.422277	-0.398582	2.379370	6.692881	1.977882	7.753002	2.930183	8.917090	0.0866	0.0929	0.0104	1.256666	1.256937
2459566	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.340327	-0.003852	5.007225	7.702413	2.003979	0.664915	3.990721	0.565249	0.0888	0.1026	0.0229	1.083185	1.071614
2459565	RF_maintenance	0.00%	-	-	-	100.00%	0.00%	-0.301489	-0.301489	-0.301515	-0.301515	-0.686513	-0.686513	-0.816541	-0.816541	nan	nan	nan	0.000000	0.000000
2459564	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.781799	0.114952	0.266598	0.606037	9.244593	9.353268	1.069129	-0.363072	0.7145	0.7163	0.3891	3.532436	3.047005
2459563	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459562	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459561	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459560	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459559	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.043293	1.163793	2.004759	4.200453	3.019649	0.953111	1.424900	0.613760	0.7060	0.7085	0.3788	3.374172	3.042540
2459558	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.088377	0.444489	3.381460	8.261920	7.626596	-0.355263	2.353982	0.548511	0.7058	0.7052	0.3855	3.885310	3.616499
2459557	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0427	0.0330	0.0024	nan	nan
2459556	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.335612	1.030196	3.041802	9.122492	6.284253	0.653007	5.481936	1.189855	0.7097	0.7085	0.3813	4.085735	3.625109
2459554	RF_maintenance	-	0.00%	0.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.7015	0.6980	0.4021	nan	nan
2459553	RF_maintenance	-	0.00%	0.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.7111	0.7083	0.3920	nan	nan
2459552	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.128287	0.504961	8.426771	11.440473	31.701511	1.420875	0.308766	0.359215	0.7146	0.7073	0.3850	5.374537	1.639652
2459551	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.391521	0.831180	3.818234	4.666399	2.207170	1.624879	1.608580	0.743492	0.7019	0.7042	0.3873	3.388734	3.000497
2459550	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0334	0.0309	0.0029	nan	nan
2459549	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.128275	0.498916	6.990220	8.447023	2.536034	0.393139	0.748306	0.220183	0.7042	0.7045	0.3952	3.894523	3.422882
2459542	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	-0.130315	0.366477	3.934717	2.861941	4.160707	5.715480	-0.336973	-0.460768	0.7644	0.7586	0.3475	3.571559	3.295292
2459541	RF_maintenance	100.00%	1.34%	1.79%	0.00%	100.00%	0.00%	-0.216874	0.054494	7.475185	9.902976	7.670625	15.391401	5.474045	9.241310	0.7550	0.7405	0.3231	4.463075	4.381454
2459540	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459536	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.406125	1.415142	11.456215	14.761216	3.396190	0.838071	0.816634	0.298530	0.7382	0.7343	0.4115	4.199398	3.662233
2459535	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.787024	0.106486	3.228872	3.782927	0.848558	0.126111	0.938745	0.203009	0.7788	0.7538	0.3629	3.512331	3.049419
2459534	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.810464	-0.008503	3.240114	3.542005	0.518186	0.821254	2.711011	0.624437	0.7711	0.7518	0.3525	7.939099	8.239625
2459533	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.335679	0.009151	6.666394	8.088414	2.726209	1.304233	0.358892	0.916670	0.7216	0.7116	0.4014	3.950148	3.485449
2459532	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	2.170609	0.004180	8.883009	11.343641	1.925736	-0.462995	0.136357	0.008131	0.7210	0.7084	0.4019	3.999272	3.592681
2459530	RF_maintenance	0.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.543348	0.738254	2.976022	3.592595	1.985947	0.274053	1.042221	0.177428	0.7419	0.7270	0.3973	4.079073	3.637742
2459527	RF_maintenance	0.00%	-	-	-	100.00%	0.00%	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459524	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.484055	2.990248	9.095648	10.405951	4.492110	5.403986	1.979413	0.544890	0.9006	0.9291	0.3192	0.000000	0.000000
2459523	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	0.874247	-1.213318	10.506854	12.142248	-0.474581	1.040915	1.149816	1.217710	nan	nan	nan	5.614770	4.994533
2459522	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.454754	0.494869	9.206905	11.827938	0.870036	0.173489	1.191413	0.333208	0.6783	0.6456	0.3612	4.444123	6.247290
2459513	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	-0.372104	-0.388700	0.599220	0.685361	-0.192504	-0.506867	-0.806924	-0.533655	0.0353	0.0427	0.0017	nan	nan
2459508	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.795652	3.236323	7.502932	8.957904	4.253884	4.967560	8.183898	11.928594	0.9064	0.9353	0.1872	0.000000	0.000000
2459505	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.045997	1.041202	7.308748	10.640727	-0.144934	4.297199	0.550307	1.749794	0.8894	0.8534	0.1987	23.980115	18.737690
2459503	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	4.828331	7.949846	9.217948	11.935164	12.241202	17.498600	2.770666	1.700217	0.8576	0.8445	0.4814	0.000000	0.000000
2459501	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	3.942356	5.680101	7.896246	9.754406	4.384270	6.933939	1.478741	0.366040	0.1141	0.1060	0.0174	0.000000	0.000000
2459500	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	5.764157	7.261430	8.609002	9.990953	8.477604	10.656442	0.496695	0.500547	0.0874	0.0912	0.0151	0.000000	0.000000
2459499	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	6.639366	8.756497	10.723285	12.455675	9.450132	11.005526	1.300620	5.699639	0.0674	0.0753	0.0063	0.000000	0.000000
2459498	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	6.782684	9.610118	8.506964	10.736122	8.441738	11.131324	5.406388	2.831381	0.0974	0.0881	0.0153	0.000000	0.000000
2459497	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	18.566641	18.997751	10.539762	8.701798	19.179503	19.074584	8.664095	9.233839	0.1225	0.0662	0.0199	0.000000	0.000000
2459496	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	8.638716	11.687021	8.669893	10.228129	8.612466	12.939084	2.817769	3.626663	0.1083	0.1241	0.0213	0.000000	0.000000
2459495	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	7.411731	9.878278	7.882536	9.533760	8.202731	10.610095	1.713379	1.195437	0.1270	0.1158	0.0229	0.000000	0.000000
2459494	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	7.652496	9.617022	9.231834	10.726574	8.157866	11.838901	2.433547	3.311825	0.1119	0.1183	0.0269	0.000000	0.000000
2459492	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.787786	1.238078	8.661275	12.067751	-0.220988	0.685913	2.501540	3.931912	0.7498	0.7972	0.3486	6.401988	5.814898
2459491	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.850929	2.568502	8.894739	13.083183	1.272636	4.234646	1.017410	3.670682	0.7930	0.8134	0.2744	3.492392	2.612238
2459490	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.084265	1.244110	4.971040	13.232117	10.193530	1.870776	131.535872	3.688002	0.7149	0.7937	0.3969	4.327675	4.175685
2459489	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	1.325548	1.413794	8.604940	12.928111	0.112001	3.462486	3.100499	2.871465	0.7602	0.8018	0.3259	5.928576	4.395197
2459488	RF_maintenance	100.00%	0.00%	0.00%	0.00%	100.00%	0.00%	0.509759	0.419395	7.657188	10.957201	-0.530994	1.547088	1.414604	2.951932	0.7591	0.8031	0.3659	0.000000	0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.

html_to_display = ''
for am_html in auto_metric_htmls:
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line: 
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).

HTML(html_to_display)

Antenna 30: 2459628

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	5.159410	1.353058	1.350511	-0.572906	5.159410	0.022141	4.794174	0.667363	3.575606

---

Antenna 30: 2459627

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	0.575048	0.530557	0.530557	0.536458	0.536458	0.575048	0.575048	0.573114	0.573114

---

Antenna 30: 2459626

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	6.102904	0.950864	0.658528	-0.906847	6.102904	0.525611	4.510039	0.882499	1.762723

---

Antenna 30: 2459625

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459624

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	6.751194	1.735870	1.829299	-0.574742	6.751194	0.066018	4.527021	1.154293	1.826945

---

Antenna 30: 2459623

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 30: 2459622

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Discontinuties	8.963842	-0.608486	0.801981	-0.091503	-0.632389	-0.724522	0.952434	0.754218	8.963842

---

Antenna 30: 2459621

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	11.922876	-1.061742	-0.476638	-1.190507	0.035171	-0.809485	11.922876	-0.084900	0.402878

---

Antenna 30: 2459620

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	1.814112	-0.772877	-0.456863	-1.017632	-0.236634	1.814112	1.686826	0.701083	1.308909

---

Antenna 30: 2459619

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Discontinuties	4.157968	-0.395302	0.983563	-0.615944	0.721716	-0.697132	1.012779	0.240512	4.157968

---

Antenna 30: 2459618

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	14.858235	-0.654367	1.354223	-0.800642	4.347721	-1.558602	14.858235	0.650271	2.574840

---

Antenna 30: 2459617

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	6.579640	0.899239	-0.635825	6.579640	-0.818758	5.086841	-0.883231	4.758825	3.617782

---

Antenna 30: 2459616

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	7.110094	-0.561892	0.482479	-0.470850	7.110094	0.397684	1.117710	0.608838	5.211963

---

Antenna 30: 2459615

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	6.010763	0.979996	-0.940537	6.010763	-0.685257	3.229003	-1.023094	3.328693	0.065353

---

Antenna 30: 2459614

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	4.133186	0.971913	-0.757095	4.133186	-0.935339	2.125535	-0.973573	2.560109	-0.213235

---

Antenna 30: 2459613

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 30: 2459612

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	8.130974	1.459142	-1.061641	8.130974	-0.731848	6.004988	-0.975612	-0.957553	-0.369369

---

Antenna 30: 2459611

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	5.571570	1.069304	-1.003761	5.571570	-0.643178	4.104355	-1.236511	5.360736	-0.031569

---

Antenna 30: 2459610

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	8.805994	1.515563	-1.183808	6.064411	-0.711099	8.805994	-0.256194	4.365161	-0.426591

---

Antenna 30: 2459609

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	5.707730	-1.038349	1.038763	-0.556689	5.707730	-0.479098	0.610037	0.000980	4.435268

---

Antenna 30: 2459608

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	7.044243	-0.890999	0.669498	-0.601253	7.044243	-0.619762	0.077482	-0.280058	1.623596

---

Antenna 30: 2459607

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Discontinuties	6.270957	-0.328811	0.896777	-0.647856	5.856407	-0.573831	5.385820	-0.319510	6.270957

---

Antenna 30: 2459605

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	0.694993	0.694993	-0.640742	-0.571358	-1.029147	-0.819050	-0.888034	-1.557772	-0.002629

---

Antenna 30: 2459604

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	inf	351.839526	352.339762	inf	inf	52.677946	57.728714	553.924383	630.444307

---

Antenna 30: 2459603

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	8.405791	1.313311	0.570768	2.984754	-0.817867	8.405791	0.631865	2.357440	1.897574

---

Antenna 30: 2459602

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Discontinuties	2.137843	-0.688965	1.573614	-0.701336	-0.032412	-0.728495	0.766617	0.150016	2.137843

---

Antenna 30: 2459598

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	23.366153	0.576980	-0.591360	-0.729064	-0.925338	23.366153	-0.659937	8.488388	-0.329648

---

Antenna 30: 2459597

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	20.729218	-0.558543	0.815165	-1.069599	4.041474	-1.110006	20.729218	1.077364	3.111540

---

Antenna 30: 2459596

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	6.371062	-0.717986	0.958075	-0.770280	6.206453	-0.416346	6.371062	-0.067340	0.606164

---

Antenna 30: 2459595

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	6.447580	-0.497878	1.832875	-0.875626	6.447580	-1.244159	6.288029	-0.870100	6.405085

---

Antenna 30: 2459594

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	21.596410	0.547267	-0.301645	4.737905	-0.505599	21.596410	-0.925524	1.566445	-0.620678

---

Antenna 30: 2459593

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	11.974800	0.518628	-0.075551	3.920951	-1.022041	11.974800	-0.462835	1.996572	-0.155136

---

Antenna 30: 2459592

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	0.516549	-0.909799	0.193764	-0.881100	-0.505051	-0.066000	0.516549	0.031074	0.428274

---

Antenna 30: 2459591

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	41.608447	-0.377669	0.758162	-0.791628	-0.212052	-1.206831	41.608447	-0.504927	3.993433

---

Antenna 30: 2459590

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	8.368082	1.804495	-0.170929	8.368082	-1.033031	4.536033	-1.587670	7.363020	0.241560

---

Antenna 30: 2459589

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Power	7.370387	0.115305	0.787112	-1.073002	7.370387	-0.589071	2.642845	-0.523228	5.237588

---

Antenna 30: 2459588

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	20.941441	-0.014377	0.748496	4.437820	-0.841720	20.941441	-1.185403	1.516796	-0.710969

---

Antenna 30: 2459587

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	6.088104	-0.265032	0.596637	-0.943621	5.829908	3.323653	6.088104	-0.299821	0.830763

---

Antenna 30: 2459586

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	17.230853	0.515124	0.704856	0.481937	1.517822	17.230853	4.118410	5.815377	0.053991

---

Antenna 30: 2459585

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	10.509880	10.509880	8.428461	5.514840	4.879553	5.480151	4.642185	2.569701	1.403603

---

Antenna 30: 2459584

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	27.039482	2.105221	-0.012924	11.710802	7.341601	20.401426	27.039482	3.309038	-0.688286

---

Antenna 30: 2459583

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Discontinuties	8.501447	0.780580	0.114383	7.874704	7.892957	2.361111	0.350732	8.501447	0.381639

---

Antenna 30: 2459582

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	inf	299.128876	298.236821	inf	inf	11537.055286	11472.197751	6063.972936	6059.155598

---

Antenna 30: 2459581

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459580

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	8.097989	0.430357	0.683829	8.097989	6.641022	0.728180	1.276361	-0.089341	7.482407

---

Antenna 30: 2459579

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	9.743374	0.484257	0.457643	7.842115	9.743374	4.722443	1.219040	2.981243	0.367963

---

Antenna 30: 2459578

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459577

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	24.293307	0.425007	0.494359	7.374060	5.948882	1.681308	24.293307	0.171455	7.546321

---

Antenna 30: 2459576

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Discontinuties	11.129035	0.647923	0.270910	6.007963	1.968980	2.055479	2.627251	1.164681	11.129035

---

Antenna 30: 2459575

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459574

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	5.701115	0.130293	0.446274	1.834000	5.701115	2.409232	2.012916	5.300409	1.020745

---

Antenna 30: 2459573

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459572

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	5.959751	0.274770	-0.250062	5.800305	1.824732	0.246062	5.959751	1.081445	4.534700

---

Antenna 30: 2459571

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	0.318306	-0.606557	-1.152699	0.318306	-0.397096	-0.807187	-0.102679	-0.712002	-0.941191

---

Antenna 30: 2459570

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459569

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Discontinuties	8.917090	-0.398582	-0.422277	6.692881	2.379370	7.753002	1.977882	8.917090	2.930183

---

Antenna 30: 2459566

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	7.702413	-0.003852	0.340327	7.702413	5.007225	0.664915	2.003979	0.565249	3.990721

---

Antenna 30: 2459565

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Shape	-0.301489	-0.301489	-0.301489	-0.301515	-0.301515	-0.686513	-0.686513	-0.816541	-0.816541

---

Antenna 30: 2459564

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	9.353268	-0.781799	0.114952	0.266598	0.606037	9.244593	9.353268	1.069129	-0.363072

---

Antenna 30: 2459563

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459562

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459561

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459560

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459559

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	4.200453	0.043293	1.163793	2.004759	4.200453	3.019649	0.953111	1.424900	0.613760

---

Antenna 30: 2459558

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	8.261920	0.444489	-0.088377	8.261920	3.381460	-0.355263	7.626596	0.548511	2.353982

---

Antenna 30: 2459556

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	9.122492	1.030196	-0.335612	9.122492	3.041802	0.653007	6.284253	1.189855	5.481936

---

Antenna 30: 2459552

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	31.701511	0.504961	0.128287	11.440473	8.426771	1.420875	31.701511	0.359215	0.308766

---

Antenna 30: 2459551

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	4.666399	0.831180	0.391521	4.666399	3.818234	1.624879	2.207170	0.743492	1.608580

---

Antenna 30: 2459549

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	8.447023	0.128275	0.498916	6.990220	8.447023	2.536034	0.393139	0.748306	0.220183

---

Antenna 30: 2459542

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	5.715480	0.366477	-0.130315	2.861941	3.934717	5.715480	4.160707	-0.460768	-0.336973

---

Antenna 30: 2459541

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	15.391401	0.054494	-0.216874	9.902976	7.475185	15.391401	7.670625	9.241310	5.474045

---

Antenna 30: 2459540

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 30: 2459536

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	14.761216	1.415142	1.406125	14.761216	11.456215	0.838071	3.396190	0.298530	0.816634

---

Antenna 30: 2459535

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	3.782927	0.787024	0.106486	3.228872	3.782927	0.848558	0.126111	0.938745	0.203009

---

Antenna 30: 2459534

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	3.542005	-0.008503	0.810464	3.542005	3.240114	0.821254	0.518186	0.624437	2.711011

---

Antenna 30: 2459533

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	8.088414	1.335679	0.009151	6.666394	8.088414	2.726209	1.304233	0.358892	0.916670

---

Antenna 30: 2459532

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	11.343641	2.170609	0.004180	8.883009	11.343641	1.925736	-0.462995	0.136357	0.008131

---

Antenna 30: 2459530

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	3.592595	0.738254	0.543348	3.592595	2.976022	0.274053	1.985947	0.177428	1.042221

---

Antenna 30: 2459527

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 30: 2459524

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	10.405951	1.484055	2.990248	9.095648	10.405951	4.492110	5.403986	1.979413	0.544890

---

Antenna 30: 2459523

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	12.142248	0.874247	-1.213318	10.506854	12.142248	-0.474581	1.040915	1.149816	1.217710

---

Antenna 30: 2459522

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	11.827938	0.494869	1.454754	11.827938	9.206905	0.173489	0.870036	0.333208	1.191413

---

Antenna 30: 2459513

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	0.685361	-0.388700	-0.372104	0.685361	0.599220	-0.506867	-0.192504	-0.533655	-0.806924

---

Antenna 30: 2459508

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Discontinuties	11.928594	3.236323	1.795652	8.957904	7.502932	4.967560	4.253884	11.928594	8.183898

---

Antenna 30: 2459506

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	13.726066	2.571814	5.132363	10.812523	13.726066	7.763285	7.867408	5.079803	6.048911

---

Antenna 30: 2459505

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	10.640727	1.041202	1.045997	10.640727	7.308748	4.297199	-0.144934	1.749794	0.550307

---

Antenna 30: 2459503

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	17.498600	4.828331	7.949846	9.217948	11.935164	12.241202	17.498600	2.770666	1.700217

---

Antenna 30: 2459501

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	9.754406	3.942356	5.680101	7.896246	9.754406	4.384270	6.933939	1.478741	0.366040

---

Antenna 30: 2459500

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	10.656442	5.764157	7.261430	8.609002	9.990953	8.477604	10.656442	0.496695	0.500547

---

Antenna 30: 2459499

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	12.455675	8.756497	6.639366	12.455675	10.723285	11.005526	9.450132	5.699639	1.300620

---

Antenna 30: 2459498

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	11.131324	6.782684	9.610118	8.506964	10.736122	8.441738	11.131324	5.406388	2.831381

---

Antenna 30: 2459497

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Variability	19.179503	18.997751	18.566641	8.701798	10.539762	19.074584	19.179503	9.233839	8.664095

---

Antenna 30: 2459496

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	12.939084	8.638716	11.687021	8.669893	10.228129	8.612466	12.939084	2.817769	3.626663

---

Antenna 30: 2459495

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	10.610095	7.411731	9.878278	7.882536	9.533760	8.202731	10.610095	1.713379	1.195437

---

Antenna 30: 2459494

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Temporal Variability	11.838901	9.617022	7.652496	10.726574	9.231834	11.838901	8.157866	3.311825	2.433547

---

Antenna 30: 2459492

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	12.067751	1.238078	0.787786	12.067751	8.661275	0.685913	-0.220988	3.931912	2.501540

---

Antenna 30: 2459491

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	13.083183	0.850929	2.568502	8.894739	13.083183	1.272636	4.234646	1.017410	3.670682

---

Antenna 30: 2459490

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	ee Temporal Discontinuties	131.535872	1.244110	0.084265	13.232117	4.971040	1.870776	10.193530	3.688002	131.535872

---

Antenna 30: 2459489

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	12.928111	1.325548	1.413794	8.604940	12.928111	0.112001	3.462486	3.100499	2.871465

---

Antenna 30: 2459488

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
30	1	RF_maintenance	nn Power	10.957201	0.509759	0.419395	7.657188	10.957201	-0.530994	1.547088	1.414604	2.951932

---